{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Untitled0.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "# before run the demo, enabling GPU in Colab is required!\n",
        "!nvidia-smi"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sDC_6v0u8gbA",
        "outputId": "996fad3a-7814-4941-bbd0-19bb13a26324"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mon Feb 14 12:23:06 2022       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 460.32.03    Driver Version: 460.32.03    CUDA Version: 11.2     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla K80           Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   38C    P8    29W / 149W |      0MiB / 11441MiB |      0%      Default |\n",
            "|                               |                      |                  N/A |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/tjqansthd/LapDepth-release.git\n",
        "# change directory to LapDepth soruce\n",
        "%cd LapDepth-release\n",
        "!ls"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "j1_jkSM58iKa",
        "outputId": "c2dc3a56-2205-4f77-ec4c-49c011de2d53"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'LapDepth-release'...\n",
            "remote: Enumerating objects: 132, done.\u001b[K\n",
            "remote: Counting objects: 100% (132/132), done.\u001b[K\n",
            "remote: Compressing objects: 100% (125/125), done.\u001b[K\n",
            "remote: Total 132 (delta 53), reused 35 (delta 2), pack-reused 0\u001b[K\n",
            "Receiving objects: 100% (132/132), 25.01 MiB | 16.54 MiB/s, done.\n",
            "Resolving deltas: 100% (53/53), done.\n",
            "/content/LapDepth-release\n",
            "calculate_error.py  eval.py  logger.py\tREADME.md   transform_list.py\n",
            "datasets\t    example  model.py\ttrainer.py  utils.py\n",
            "demo.py\t\t    LICENSE  option.py\ttrain.py\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# install requirement package\n",
        "!pip install geffnet\n",
        "!pip install path\n",
        "!pip install IPython\n",
        "!pip install blessings\n",
        "!pip install progressbar"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qjPEhxHgEjsC",
        "outputId": "b790c91c-0244-4831-df0c-7f72786e4a2c"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting geffnet\n",
            "  Downloading geffnet-1.0.2-py3-none-any.whl (40 kB)\n",
            "\u001b[?25l\r\u001b[K     |████████▏                       | 10 kB 21.1 MB/s eta 0:00:01\r\u001b[K     |████████████████▎               | 20 kB 9.1 MB/s eta 0:00:01\r\u001b[K     |████████████████████████▌       | 30 kB 11.6 MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 40 kB 3.5 MB/s \n",
            "\u001b[?25hRequirement already satisfied: torch>=1.4 in /usr/local/lib/python3.7/dist-packages (from geffnet) (1.10.0+cu111)\n",
            "Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from geffnet) (0.11.1+cu111)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.4->geffnet) (3.10.0.2)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from torchvision->geffnet) (1.19.5)\n",
            "Requirement already satisfied: pillow!=8.3.0,>=5.3.0 in /usr/local/lib/python3.7/dist-packages (from torchvision->geffnet) (7.1.2)\n",
            "Installing collected packages: geffnet\n",
            "Successfully installed geffnet-1.0.2\n",
            "Collecting path\n",
            "  Downloading path-16.3.0-py3-none-any.whl (21 kB)\n",
            "Installing collected packages: path\n",
            "Successfully installed path-16.3.0\n",
            "Requirement already satisfied: IPython in /usr/local/lib/python3.7/dist-packages (5.5.0)\n",
            "Requirement already satisfied: traitlets>=4.2 in /usr/local/lib/python3.7/dist-packages (from IPython) (5.1.1)\n",
            "Requirement already satisfied: decorator in /usr/local/lib/python3.7/dist-packages (from IPython) (4.4.2)\n",
            "Requirement already satisfied: prompt-toolkit<2.0.0,>=1.0.4 in /usr/local/lib/python3.7/dist-packages (from IPython) (1.0.18)\n",
            "Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.7/dist-packages (from IPython) (57.4.0)\n",
            "Requirement already satisfied: simplegeneric>0.8 in /usr/local/lib/python3.7/dist-packages (from IPython) (0.8.1)\n",
            "Requirement already satisfied: pickleshare in /usr/local/lib/python3.7/dist-packages (from IPython) (0.7.5)\n",
            "Requirement already satisfied: pygments in /usr/local/lib/python3.7/dist-packages (from IPython) (2.6.1)\n",
            "Requirement already satisfied: pexpect in /usr/local/lib/python3.7/dist-packages (from IPython) (4.8.0)\n",
            "Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit<2.0.0,>=1.0.4->IPython) (1.15.0)\n",
            "Requirement already satisfied: wcwidth in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit<2.0.0,>=1.0.4->IPython) (0.2.5)\n",
            "Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.7/dist-packages (from pexpect->IPython) (0.7.0)\n",
            "Collecting blessings\n",
            "  Downloading blessings-1.7-py3-none-any.whl (18 kB)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from blessings) (1.15.0)\n",
            "Installing collected packages: blessings\n",
            "Successfully installed blessings-1.7\n",
            "Collecting progressbar\n",
            "  Downloading progressbar-2.5.tar.gz (10 kB)\n",
            "Building wheels for collected packages: progressbar\n",
            "  Building wheel for progressbar (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for progressbar: filename=progressbar-2.5-py3-none-any.whl size=12082 sha256=e7bf37227412c59ac6006cc629b68ffd08c761f42c9120bd9b8b05791a3dc3f6\n",
            "  Stored in directory: /root/.cache/pip/wheels/f0/fd/1f/3e35ed57e94cd8ced38dd46771f1f0f94f65fec548659ed855\n",
            "Successfully built progressbar\n",
            "Installing collected packages: progressbar\n",
            "Successfully installed progressbar-2.5\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# download pre-trained model from 'https://github.com/tjqansthd/LapDepth-release'\n",
        "# and upload to your google drive\n",
        "\n",
        "# mount google drive\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "\n",
        "# pre-trained model should be located in '/content/drive/MyDrive/...'"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GVOlmauU-XdQ",
        "outputId": "f18fa866-a5da-4b32-a6e9-3aeae876b983"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# test the model pretrained on KITTI dataset\n",
        "# pre-trained with data loss                  : LDRN_KITTI_ResNext101_pretrained_data.pkl\n",
        "# pre-trained with data loss + gradient loss  : LDRN_KITTI_ResNext101_pretrained_data_grad.pkl\n",
        "!python demo.py --model_dir /content/drive/MyDrive/LDRN_KITTI_ResNext101_pretrained_data_grad.pkl --img_dir ./example/kitti_demo.jpg --pretrained KITTI --cuda --gpu_num 0"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Va1l_PWFEcvd",
        "outputId": "5685d390-08c2-433f-f293-fd4b47c8210f"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "=> on CUDA\n",
            "=> loading model..\n",
            "Downloading: \"https://download.pytorch.org/models/resnext101_32x8d-8ba56ff5.pth\" to /root/.cache/torch/hub/checkpoints/resnext101_32x8d-8ba56ff5.pth\n",
            "100% 340M/340M [00:04<00:00, 73.0MB/s]\n",
            "==> Norm: BN\n",
            "=> process..\n",
            "/usr/local/lib/python3.7/dist-packages/torch/nn/functional.py:3635: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n",
            "  \"See the documentation of nn.Upsample for details.\".format(mode)\n",
            "/usr/local/lib/python3.7/dist-packages/torch/nn/functional.py:3680: UserWarning: The default behavior for interpolate/upsample with float scale_factor changed in 1.6.0 to align with other frameworks/libraries, and now uses scale_factor directly, instead of relying on the computed output size. If you wish to restore the old behavior, please set recompute_scale_factor=True. See the documentation of nn.Upsample for details. \n",
            "  \"The default behavior for interpolate/upsample with float scale_factor changed \"\n",
            "=> Done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# visuallize the result image\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "result_from_kitti = plt.imread(\"./out_kitti_demo.jpg\")\n",
        "plt.figure(figsize=(12, 8))\n",
        "plt.title('kitti_result')\n",
        "plt.imshow(result_from_kitti)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 314
        },
        "id": "c0hlTIJNFq2R",
        "outputId": "aaee2356-4b20-4922-fccf-3a82a8826d00"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fa52e929850>"
            ]
          },
          "metadata": {},
          "execution_count": 6
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.close('all')\n",
        "\n",
        "# test the model pretrained on NYU Depth V2 dataset\n",
        "# pre-trained model  : LDRN_NYU_ResNext101_pretrained_data.pkl\n",
        "!python demo.py --model_dir /content/drive/MyDrive/LDRN_NYU_ResNext101_pretrained_data.pkl --img_dir ./example/nyu_demo.jpg --pretrained NYU --cuda --gpu_num 0\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-QZg2E-4Jj9e",
        "outputId": "8d5ceaec-b656-43bd-b057-8f5f9460d6f9"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "=> on CUDA\n",
            "=> loading model..\n",
            "==> Norm: BN\n",
            "=> process..\n",
            "/usr/local/lib/python3.7/dist-packages/torch/nn/functional.py:3635: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n",
            "  \"See the documentation of nn.Upsample for details.\".format(mode)\n",
            "/usr/local/lib/python3.7/dist-packages/torch/nn/functional.py:3680: UserWarning: The default behavior for interpolate/upsample with float scale_factor changed in 1.6.0 to align with other frameworks/libraries, and now uses scale_factor directly, instead of relying on the computed output size. If you wish to restore the old behavior, please set recompute_scale_factor=True. See the documentation of nn.Upsample for details. \n",
            "  \"The default behavior for interpolate/upsample with float scale_factor changed \"\n",
            "=> Done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# visuallize the result image\n",
        "\n",
        "result_from_nyu = plt.imread(\"./out_nyu_demo.jpg\")\n",
        "plt.figure(figsize=(12, 8))\n",
        "plt.title('nyu_result')\n",
        "plt.imshow(result_from_nyu)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 491
        },
        "id": "nj4mmpYKLVba",
        "outputId": "6b55f4e7-8db0-4b4d-95cb-c501215b31dd"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fa52e949850>"
            ]
          },
          "metadata": {},
          "execution_count": 8
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.close('all')"
      ],
      "metadata": {
        "id": "DvnXgqdeLeB1"
      },
      "execution_count": 9,
      "outputs": []
    }
  ]
}